语言大模型 / LLM

From Implicit Exploration to Structured Reasoning: Leveraging Guideline and Refinement for LLMs

Jiaxiang Chen, Zhuo Wang, Mingxi Zou, Zhucong Li, Zhijian Zhou, Song Wang, Zenglin Xu

机构 * Fudan University（复旦大学） ； Shanghai Innovation Institute（上海创新研究院） ； Zoom Video Communications（Zoom视频通讯） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Reasoning Introduces New Poisoning Attacks Yet Makes Them More Complicated

Hanna Foerster, Ilia Shumailov, Yiren Zhao, Harsh Chaudhari, Jamie Hayes, Robert Mullins, Yarin Gal

机构 * University of Cambridge（剑桥大学） ； Google DeepMind（谷歌DeepMind） ； Imperial College London（伦敦帝国学院） ； Northeastern University（东北大学） ； University of Oxford（牛津大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Enhancing Low-Altitude Airspace Security: MLLM-Enabled UAV Intent Recognition

Guangyu Lei, Tianhao Liang, Yuqi Ping, Xinglin Chen, Longyu Zhou, Junwei Wu, Xiyuan Zhang, Huahao Ding, Xingjian Zhang, Weijie Yuan, Tingting Zhang, Qinyu Zhang

机构 * School of Information Science and Technology, Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳）信息科学与技术学院） ； Guangdong Provincial Key Laboratory of Space-Aerial Networking and Intelligent Sensing（广东省空间-航空网络与智能感知重点实验室） ； Information Systems Technology and Design, Singapore University of Technology and Design（新加坡科技设计大学信息系统技术与设计） ； School of System Design and Intelligent Manufacturing, Southern University of Science and Technology（南方科技大学系统设计与智能制造学院） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.LG

Comments The paper has been submitted to IEEE Internet of Things Magazine

Multi-Agent Reasoning for Cardiovascular Imaging Phenotype Analysis

Weitong Zhang, Mengyun Qiao, Chengqi Zang, Steven Niederer, Paul M Matthews, Wenjia Bai, Bernhard Kainz

机构 * Department of Computing, Imperial College London, London, UK（帝国理工学院计算机系） ； Department of Mechanical Engineering, University College London, London, UK（伦敦大学学院机械工程系） ； Department of Brain Sciences, Imperial College London, London, UK（帝国理工学院脑科学系） ； Data Science Institute, Imperial College London, London, UK（帝国理工学院数据科学研究所） ； University of Tokyo, Tokyo, JP（东京大学） ； National Heart and Lung Institute, Imperial College London, London, UK（帝国理工学院国家心脏和肺研究所） ； FAU Erlangen-Nürnberg, Erlangen, DE（埃朗根-纽伦堡大学） ； UK Dementia Research Institute, Imperial College London, London, UK（英国痴呆研究所在伦敦帝国理工学院） ； Rosalind Franklin Institute, Harwell Science and Innovation Campus, Didcot, UK（罗莎琳德·弗兰克林研究所） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments accepted by MICCAI 2025

Enhancing Factual Accuracy and Citation Generation in LLMs via Multi-Stage Self-Verification

Fernando Gabriela García, Qiyang Shi, Zilin Feng

机构 * Autonomous University of Nuevo León（新莱昂自治大学） ； Minnan Normal University（闽南师范大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Planning with Reasoning using Vision Language World Model

Delong Chen, Theo Moutakanni, Willy Chung, Yejin Bang, Ziwei Ji, Allen Bolourchi, Pascale Fung

机构 * Meta FAIR 纠错

专题命中 推理与问题求解 ：LLM(abstract)；foundation model(abstract)；分类 cs.AI

Evo-MARL: Co-Evolutionary Multi-Agent Reinforcement Learning for Internalized Safety

Zhenyu Pan, Yiting Zhang, Yutong Zhang, Jianshu Zhang, Haozheng Luo, Yuwei Han, Dennis Wu, Hong-Yu Chen, Philip S. Yu, Manling Li, Han Liu

机构 * Northwestern University（西北大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments accepted by the Trustworthy FMs workshop in ICCV 2025

Skill-Nav: Enhanced Navigation with Versatile Quadrupedal Locomotion via Waypoint Interface

Dewei Wang, Chenjia Bai, Chenhui Li, Jiyuan Shi, Yan Ding, Chi Zhang, Bin Zhao

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

Comments 17pages, 6 figures

ReST-RL: Achieving Accurate Code Reasoning of LLMs with Optimized Self-Training and Decoding

Sining Zhoubian, Dan Zhang, Jie Tang

机构 * The Knowledge Engineering Group (KEG), Tsinghua University（清华大学知识工程小组（KEG）、清华大学） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI、cs.LG

Comments 21 pages, 4 figures

Teaching AI Stepwise Diagnostic Reasoning with Report-Guided Chain-of-Thought Learning

Yihong Luo, Wenwu He, Zhuo-Xu Cui, Dong Liang

机构 * Fujian University of Technology（福建工程学院） ； Fujian Provincial Key Laboratory of Big Data Mining and Applications（福建省大数据挖掘与应用重点实验室） ； Key Laboratory of Biomedical Imaging Science and System, Chinese Academy of Sciences（生物医学成像科学与系统重点实验室，中国科学院） 纠错

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.AI

MAPF-World: Action World Model for Multi-Agent Path Finding

Zhanjiang Yang, Yang Shen, Yueming Li, Meng Li, Lijun Sun

机构 * Shenzhen Technology University（深圳科技大学） ； University of Technology Sydney（悉尼技术大学） 纠错

专题命中 推理与问题求解 ：foundation model(abstract)；分类 cs.AI

REVEAL -- Reasoning and Evaluation of Visual Evidence through Aligned Language

Ipsita Praharaj, Yukta Butala, Badrikanath Praharaj, Yash Butala

机构 * Carnegie Mellon University（卡内基梅隆大学） ； VIT Bhopal（维捷商学院） 纠错

专题命中 推理与问题求解 ：language model(abstract)

Comments 4 pages, 6 figures, International Conference on Computer Vision, ICCV 2025

Generative World Explorer

Taiming Lu, Tianmin Shu, Alan Yuille, Daniel Khashabi, Jieneng Chen

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

专题命中 推理与问题求解 ：LLM(abstract)

Comments Website: generative-world-explorer.github.io

Affective Computing in the Era of Large Language Models: A Survey from the NLP Perspective

Yiqun Zhang, Xiaocui Yang, Xingle Xu, Zeran Gao, Yijie Huang, Shiyi Mu, Shi Feng, Daling Wang, Yifei Zhang, Kaisong Song, Ge Yu

机构 * Northeastern University, China（东北大学） ； Alibaba Group, Hangzhou, China（阿里巴巴集团） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；RLHF(abstract,comments)；LLM(abstract)

Comments Compared with the previous version, reinforcement learning has been added (as a new section), including RLHF, RLVR, and RLAIF

Behind the Mask: Benchmarking Camouflaged Jailbreaks in Large Language Models

Youjia Zheng, Mohammad Zandsalimy, Shanu Sushmita

机构 * Northeastern University（东北大学） ； Stevens Institute of Technology（斯蒂文斯理工学院） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；prompting(abstract)

Towards Synthesizing Normative Data for Cognitive Assessments Using Generative Multimodal Large Language Models

Victoria Yan, Honor Chotkowski, Fengran Wang, Xinhui Li, Carl Yang, Jiaying Lu, Runze Yan, Xiao Hu, Alex Fedorov

机构 * The Westminster Schools（韦斯敏斯特学校） ； Center for Data Science, Nell Hodgson Woodruff School of Nursing, Emory University（数据科学中心、恩莫森护理学院、埃默里大学） ； Department of Computer Science, Emory University（计算机科学系、埃默里大学） ； School of Electrical and Computer Engineering, Georgia Institute of Technology（电气与计算机工程学院、佐治亚理工学院） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；prompting(abstract)

Comments Preprint

Image Segmentation with Large Language Models: A Survey with Perspectives for Intelligent Transportation Systems

Sanjeda Akter, Ibne Farabi Shihab, Anuj Sharma

机构 * Department of Computer Science, Iowa State University, Ames, IA, USA（Iowa State University） ； Department of Civil, Construction and Environmental Engineering, Iowa State University, Ames, IA, USA（Iowa State University） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；prompting(abstract)

Leveraging Large Language Models for Accurate Sign Language Translation in Low-Resource Scenarios

Luana Bulla, Gabriele Tuccio, Misael Mongiovì, Aldo Gangemi

机构 * University of Catania, Italy（意大利卡塔尼亚大学） ； National Research Council - ISTC, Italy（意大利国家研究理事会-ISTC） ； University of Bologna, Italy（意大利博洛尼亚大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL、cs.AI

ResearchArena: Benchmarking Large Language Models' Ability to Collect and Organize Information as Research Agents

Hao Kang, Chenyan Xiong

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Transforming Wearable Data into Personal Health Insights using Large Language Model Agents

Mike A. Merrill, Akshay Paruchuri, Naghmeh Rezaei, Geza Kovacs, Javier Perez, Yun Liu, Erik Schenck, Nova Hammerquist, Jake Sunshine, Shyam Tailor, Kumar Ayush, Hao-Wei Su, Qian He, Cory Y. McLean, Mark Malhotra, Shwetak Patel, Jiening Zhan, Tim Althoff, Daniel McDuff, Xin Liu

机构 * Google Research（谷歌研究） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments 53 pages, 7 main figures, 2 main tables, accepted to Nature Communications

EPT Benchmark: Evaluation of Persian Trustworthiness in Large Language Models

Mohammad Reza Mirbagheri, Mohammad Mahdi Mirkamali, Zahra Motoshaker Arani, Ali Javeri, Amir Mahdi Sadeghzadeh, Rasool Jalili

机构 * Department of Computer Engineering, Sharif University of Technology（谢里夫理工大学计算机工程系） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

KatotohananQA: Evaluating Truthfulness of Large Language Models in Filipino

Lorenzo Alfred Nery, Ronald Dawson Catignas, Thomas James Tiam-Lee

机构 * De La Salle University, Manila, Philippines（德拉萨大学，马尼拉，菲律宾） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 14 pages, 1 figure, 9 tables, 1 listing. To appear in Proceedings of NLPIR 2025

TalkToAgent: A Human-centric Explanation of Reinforcement Learning Agents with Large Language Models

Haechang Kim, Hao Chen, Can Li, Jong Min Lee

机构 * Department of Chemical and Biological Engineering, Seoul National University, Republic of Korea（化学与生物工程系，首尔国立大学） ； Davidson School of Chemical Engineering, Purdue University, United States（化学工程大卫森学院，普渡大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments 31 pages total

RepoDebug: Repository-Level Multi-Task and Multi-Language Debugging Evaluation of Large Language Models

Jingjing Liu, Zeming Liu, Zihao Cheng, Mengliang He, Xiaoming Shi, Yuhang Guo, Xiangrong Zhu, Yuanfang Guo, Yunhong Wang, Haifeng Wang

机构 * School of Computer Science and Engineering, Beihang University（北京航空航天大学计算机科学与工程学院） ； East China Normal University（华东师范大学） ； School of Computer Science and Technology, Beijing Institute of Technology（北京理工大学计算机科学与技术学院） ； Baidu Inc.（百度公司） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments 30 pages, 12 figures, EMNLP 2025 Findings

Exploring the Limits of Large Language Models: A Systematic Evaluation of Masked Text Processing Ability through MskQA and MskCal

Fuka Matsuzaki, Haru-Tada Sato

机构 * Department of Data Science（数据科学系） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 19 pages

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial

Bisheng Wei, Ruihong Jiang, Ruichen Zhang, Yinqiu Liu, Dusit Niyato, Yaohua Sun, Yang Lu, Yonghui Li, Shiwen Mao, Chau Yuen, Marco Di Renzo, Mugen Peng

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Improve LLM-as-a-Judge Ability as a General Ability

Jiachen Yu, Shaoning Sun, Xiaohui Hu, Jiaxu Yan, Kaidong Yu, Xuelong Li

机构 * Tsinghua Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院，清华大学） ； Institute of Artificial Intelligence, China Telecom (TeleAI)（中国电信人工智能研究院（TeleAI）） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；SFT(abstract)

Icon$^{2}$: Aligning Large Language Models Using Self-Synthetic Preference Data via Inherent Regulation

Qiyuan Chen, Hongsen Huang, Qian Shao, Jiahe Chen, Jintai Chen, Hongxia Xu, Renjie Hua, Ren Chuan, Jian Wu

机构 * Zhejiang University（浙江大学） ； Soochow Securities Co.,Ltd.（苏州证券有限公司） ； HKUST(GZ)（香港科技大学（广州）） ； Nanjing University（南京大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2025 Main

ForensicsData: A Digital Forensics Dataset for Large Language Models

Youssef Chakir, Iyad Lahsen-Cherif

机构 * INPT, CS department, Rabat, Morocco（INPT计算机科学系，摩洛哥拉巴特） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to WiMob 2025 (21st International Conference on Wireless and Mobile Computing, Networking and Communications), Marrakesh, Morocco, Oct 20-22, 2025. 6 pages, 5 figures, 5 tables. IEEEtran conference format

GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation

Qianheng Zhang, Song Gao, Chen Wei, Yibo Zhao, Ying Nie, Ziru Chen, Shijie Chen, Yu Su, Huan Sun

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； The Ohio State University（俄亥根州立大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments 34 pages, 8 figures

Journal ref Transactions in GIS, 2025